file1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "import os\n",
    "\n",
    "import pandas as pd\n",
    "from tqdm import tqdm\n",
    "import string\n",
    "tqdm.pandas()\n",
    "#import numpy as np\n",
    "\n",
    "df = pd.read_csv(\"MyData.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = df.loc[0:50,]\n",
    "#print(train['text'])\n",
    "test = df.loc[51:len(df),]\n",
    "#test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train shape :  (51, 110)\n",
      "Test shape :  (26, 110)\n"
     ]
    }
   ],
   "source": [
    "print(\"Train shape : \",train.shape)\n",
    "print(\"Test shape : \",test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_vocab(sentences, verbose =  True):\n",
    "    \"\"\"\n",
    "    :param sentences: list of list of words\n",
    "    :return: dictionary of words and their count\n",
    "    \"\"\"\n",
    "    vocab = {}\n",
    "    for sentence in tqdm(sentences, disable = (not verbose)):\n",
    "        for word in sentence.split():\n",
    "            try:\n",
    "                vocab[word] += 1\n",
    "            except KeyError:\n",
    "                vocab[word] = 1\n",
    "    return vocab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 51/51 [00:00<00:00, 3407.12it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'20%': 3, 'bonus': 2, 'for': 267, 'registered': 3, 'developers': 7}\n"
     ]
    }
   ],
   "source": [
    "vocab = build_vocab(train['text'])\n",
    "print({k: vocab[k] for k in list(vocab)[:5]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Public\\Anaconda3\\lib\\site-packages\\gensim\\utils.py:1197: UserWarning: detected Windows; aliasing chunkize to chunkize_serial\n",
      "  warnings.warn(\"detected Windows; aliasing chunkize to chunkize_serial\")\n"
     ]
    }
   ],
   "source": [
    "from gensim.scripts.glove2word2vec import glove2word2vec\n",
    "from gensim.models import word2vec\n",
    "from gensim.models import KeyedVectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "EMBEDDING_FILE = 'glove.840B.300d.txt'\n",
    "def get_coefs(word,*arr): return word, np.asarray(arr, dtype='float32')\n",
    "embeddings_index = dict(get_coefs(*o.split(\" \")) for o in open(EMBEDDING_FILE, encoding = 'utf-8'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import operator \n",
    "\n",
    "def check_coverage(vocab,embeddings_index):\n",
    "    a = {}\n",
    "    oov = {}\n",
    "    k = 0\n",
    "    i = 0\n",
    "    for word in tqdm(vocab):\n",
    "        try:\n",
    "            a[word] = embeddings_index[word]\n",
    "            k += vocab[word]\n",
    "        except:\n",
    "\n",
    "            oov[word] = vocab[word]\n",
    "            i += vocab[word]\n",
    "            pass\n",
    "\n",
    "    print('Found embeddings for {:.2%} of vocab'.format(len(a) / len(vocab)))\n",
    "    print('Found embeddings for  {:.2%} of all text'.format(k / (k + i)))\n",
    "    sorted_x = sorted(oov.items(), key=operator.itemgetter(1))[::-1]\n",
    "\n",
    "    return sorted_x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 8423/8423 [00:00<00:00, 351899.74it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found embeddings for 69.23% of vocab\n",
      "Found embeddings for  88.29% of all text\n"
     ]
    }
   ],
   "source": [
    "oov = check_coverage(vocab,embeddings_index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#for punct in ';{}()[].=$<>#,':\n",
    "#    print(punct in embeddings_index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "to_remove = ['a','to','of','and']\n",
    "def remove_words(x):\n",
    "    x = str(x)\n",
    "    y = []\n",
    "    for w in x.split():\n",
    "        if w not in to_remove:\n",
    "            y.append(w)    \n",
    "    return \" \".join(y)\n",
    "\n",
    "def remove_punc(x):\n",
    "\n",
    "    x = str(x)\n",
    "    for punct in \"/-'\"  + '\\n' + '\\r':\n",
    "        x = x.replace(punct, ' ')\n",
    "    for punct in ';{}()[].=$<>#,':\n",
    "        x = x.replace(punct, f' {punct} ')\n",
    "    for punct in '?!,\"%\\'*+-/:&@\\\\^_`|~' + '“”’':\n",
    "        x = x.replace(punct, '')\n",
    "    \n",
    "    return x.lower()\n",
    "\n",
    "def clean_text(x):\n",
    "    x = remove_punc(x)\n",
    "    x = remove_words(x)\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 51/51 [00:00<00:00, 700.23it/s]\n",
      "C:\\Users\\Public\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n",
      "100%|██████████| 26/26 [00:00<00:00, 1737.85it/s]\n",
      "C:\\Users\\Public\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "100%|██████████| 51/51 [00:00<00:00, 3196.02it/s]\n"
     ]
    }
   ],
   "source": [
    "train[\"text\"] = train[\"text\"].progress_apply(lambda x: clean_text(x))\n",
    "test[\"text\"] = test[\"text\"].progress_apply(lambda x: clean_text(x))\n",
    "vocab = build_vocab(train[\"text\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 5731/5731 [00:00<00:00, 338033.42it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found embeddings for 95.39% of vocab\n",
      "Found embeddings for  98.77% of all text\n"
     ]
    }
   ],
   "source": [
    "oov = check_coverage(vocab,embeddings_index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "train.to_csv('cleaned_train.csv',index=False)\n",
    "test.to_csv('cleaned_test.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
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       "      <th>51</th>\n",
       "      <td>52</td>\n",
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       "      <td>301705</td>\n",
       "      <td>Businesses Are Investing in Tech to Improve CX...</td>\n",
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       "      <td>0</td>\n",
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       "      <th>52</th>\n",
       "      <td>53</td>\n",
       "      <td>https://medium.com/@vepo/techniques-and-civili...</td>\n",
       "      <td>304060</td>\n",
       "      <td>Techniques and CivilizationAgents of Mechaniza...</td>\n",
       "      <td>Agents of Mechanization</td>\n",
       "      <td>0</td>\n",
       "      <td>Victor Os rio</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
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       "      <td>0</td>\n",
       "      <td>this is summary from the chapter agents mechan...</td>\n",
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       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>54</td>\n",
       "      <td>https://medium.com/@VerhaalNg/how-social-media...</td>\n",
       "      <td>1117</td>\n",
       "      <td>How Social Media Can Help Your Brand</td>\n",
       "      <td>Social media is an effective marketing tool th...</td>\n",
       "      <td>1</td>\n",
       "      <td>Verhaal NG</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>social media is an effective marketing tool th...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>55</td>\n",
       "      <td>https://medium.com/@victoriainthewoods/addicte...</td>\n",
       "      <td>304679</td>\n",
       "      <td>Addicted</td>\n",
       "      <td>To the sound of the oceanSurrealism of being.C...</td>\n",
       "      <td>0</td>\n",
       "      <td>Victoria Woods</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>the sound the oceansurrealism being . centered...</td>\n",
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       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>56</td>\n",
       "      <td>https://medium.com/@whatjosaid/feminist-sex-th...</td>\n",
       "      <td>308620</td>\n",
       "      <td>Feminist sex &amp; the fleshy question of desire</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Jo Murphy</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>yes thats me in the red swimsuit aged 16 full ...</td>\n",
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       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>57</td>\n",
       "      <td>https://medium.com/@WhiteSourceSoft/the-equifa...</td>\n",
       "      <td>6214</td>\n",
       "      <td>The Equifax Hack: 6 Months Later, What Did We ...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>WhiteSource</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>when news broke that credit rating agency equi...</td>\n",
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       "      <th>57</th>\n",
       "      <td>58</td>\n",
       "      <td>https://medium.com/@wreakhavoc1/she-needs-to-a...</td>\n",
       "      <td>4027</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>askyourselfquestions</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>she needs accept her realityshe needs watch wh...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>59</td>\n",
       "      <td>https://medium.com/@ZoomZoom/last-blog-6ad17f2...</td>\n",
       "      <td>2629</td>\n",
       "      <td>Last Blog??</td>\n",
       "      <td>This is the last blog post I am required to do.</td>\n",
       "      <td>1</td>\n",
       "      <td>Yevgeniy Semenyuk</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>this is the last blog post i am required do . ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>60</td>\n",
       "      <td>https://medium.com/aurora-dao/how-to-create-an...</td>\n",
       "      <td>319750</td>\n",
       "      <td>How to create and connect your private key/key...</td>\n",
       "      <td>private key</td>\n",
       "      <td>0</td>\n",
       "      <td>Philip Wearn</td>\n",
       "      <td>Aurora DAO</td>\n",
       "      <td>2017</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>heres how connect your wallet with private key...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>61</td>\n",
       "      <td>https://medium.com/employers-of-late-capitalis...</td>\n",
       "      <td>362</td>\n",
       "      <td>What can you find here and why I chose to laug...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>employers of late capitalism</td>\n",
       "      <td>employers of late capitalism</td>\n",
       "      <td>2017</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>tl ; dr laughing at the ridiculous current sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>62</td>\n",
       "      <td>https://medium.com/foodierooneys/the-perfect-p...</td>\n",
       "      <td>340210</td>\n",
       "      <td>The Perfect Pretzel</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Brian Rooney</td>\n",
       "      <td>FoodieRooneys</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>place the malted barley location providence rh...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>63</td>\n",
       "      <td>https://medium.com/kuudes/millennials-are-gett...</td>\n",
       "      <td>3</td>\n",
       "      <td>Millennials are getting their own airline. But...</td>\n",
       "      <td>The last thing Millennials want is a</td>\n",
       "      <td>1</td>\n",
       "      <td>Matti Lehto</td>\n",
       "      <td>Kuudes Insights</td>\n",
       "      <td>2017</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>( before we go any further little warning i am...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>64</td>\n",
       "      <td>https://medium.com/lantern-theater-company-sea...</td>\n",
       "      <td>354386</td>\n",
       "      <td>The Psychology of the Art Forger</td>\n",
       "      <td>THE CRAFTSMAN hinges on the question of art fo...</td>\n",
       "      <td>1</td>\n",
       "      <td>Lantern Theater Company</td>\n",
       "      <td>Lantern Theater Company: Searchlight</td>\n",
       "      <td>2017</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>onstage at lantern theater company now through...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>65</td>\n",
       "      <td>https://medium.com/nodecloud/week-13-google-da...</td>\n",
       "      <td>541</td>\n",
       "      <td>Week 13 : Google Datastore support</td>\n",
       "      <td>According to the milestone set in last week, I...</td>\n",
       "      <td>1</td>\n",
       "      <td>Rajika Imal</td>\n",
       "      <td>NodeCloud</td>\n",
       "      <td>2017</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>according the milestone set in last week ive w...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>66</td>\n",
       "      <td>https://medium.com/ourtell/the-culling-of-the-...</td>\n",
       "      <td>13254</td>\n",
       "      <td>The culling of the bot</td>\n",
       "      <td>How do we know whos real or not anymore?</td>\n",
       "      <td>1</td>\n",
       "      <td>ourTell</td>\n",
       "      <td>ourtell</td>\n",
       "      <td>2018</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>yesterday we witnessed telegram shed over 1 mi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>67</td>\n",
       "      <td>https://medium.com/round-britain-flight-2018/r...</td>\n",
       "      <td>34928</td>\n",
       "      <td>RBF 18 Day 1London to Tresco</td>\n",
       "      <td>Last night we were in Wholefoods doing some es...</td>\n",
       "      <td>1</td>\n",
       "      <td>Helisafari</td>\n",
       "      <td>Round Britain Flight018</td>\n",
       "      <td>2018</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>last night we were in wholefoods doing some es...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>68</td>\n",
       "      <td>https://medium.com/swlh/how-to-defeat-distract...</td>\n",
       "      <td>17487</td>\n",
       "      <td>How to Defeat Distractions &amp; Double Your Produ...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Zak Slayback</td>\n",
       "      <td>The Startup</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>i am task oriented person . i like get things ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>69</td>\n",
       "      <td>https://medium.com/tech-szene-de/is-the-next-b...</td>\n",
       "      <td>20007</td>\n",
       "      <td>Is the next big altcoin coming out of Germany?</td>\n",
       "      <td>Stock market listed JDC Group is Germany large...</td>\n",
       "      <td>0</td>\n",
       "      <td>Phuc Tran</td>\n",
       "      <td>tech-szene.de</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>stock market listed jdc group is germany large...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>70</td>\n",
       "      <td>https://medium.com/techygeekshome/twitter-dele...</td>\n",
       "      <td>35517</td>\n",
       "      <td>TwitterDelete all Tweets, DMs and Favourites</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>A.J. Powell</td>\n",
       "      <td>TechyGeeksHome</td>\n",
       "      <td>2018</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>if you have load stuff on your twitter you fan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>71</td>\n",
       "      <td>https://medium.com/the-contract-revolution/the...</td>\n",
       "      <td>10718</td>\n",
       "      <td>The year that went in Contractbook</td>\n",
       "      <td>Let us take a look back at what we have achiev...</td>\n",
       "      <td>1</td>\n",
       "      <td>Contractbook</td>\n",
       "      <td>Contractbook The Contract Revolution</td>\n",
       "      <td>2017</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>the year that went in contractbook let us take...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>72</td>\n",
       "      <td>https://medium.com/the-mission/how-to-assess-a...</td>\n",
       "      <td>397537</td>\n",
       "      <td>How to Assess (and Change) Your Academic (and ...</td>\n",
       "      <td>A Simple Pencil-and-Paper Exercise</td>\n",
       "      <td>1</td>\n",
       "      <td>Michael J. Motta</td>\n",
       "      <td>The Mission</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>daydreaming about the future telling others ab...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>73</td>\n",
       "      <td>https://medium.com/thrive-global/why-11-a-m-is...</td>\n",
       "      <td>406250</td>\n",
       "      <td>The Sweet Spot For Deep Work</td>\n",
       "      <td>Theres a good and bad day for just about every...</td>\n",
       "      <td>1</td>\n",
       "      <td>Thomas Oppong</td>\n",
       "      <td>Thrive Global</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>theres good bad day for just about everything ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>74</td>\n",
       "      <td>https://medium.reinvent.net/worker-satisfactio...</td>\n",
       "      <td>417470</td>\n",
       "      <td>Worker Satisfaction and Fluidity in the New Ec...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Reinvent Staff</td>\n",
       "      <td>Reinvent</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>mckinsey global institute partner susan lund i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>75</td>\n",
       "      <td>https://psiloveyou.xyz/hand-of-the-fabric-475a...</td>\n",
       "      <td>8416</td>\n",
       "      <td>Hand Of The Fabric</td>\n",
       "      <td>Silk is woven sexno. wait.let us start withwha...</td>\n",
       "      <td>1</td>\n",
       "      <td>Jef Littlejohn</td>\n",
       "      <td>P.S. I Love You</td>\n",
       "      <td>2018</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>silk is woven sex…no . wait . let us start wit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>76</td>\n",
       "      <td>https://theweeklyknob.com/numb-the-pain-again-...</td>\n",
       "      <td>12617</td>\n",
       "      <td>Numb The Pain (Again &amp; Again)</td>\n",
       "      <td>(Senryu, 10 Parts, A Story)</td>\n",
       "      <td>1</td>\n",
       "      <td>Tre L. Loadholt</td>\n",
       "      <td>The Weekly Knob</td>\n",
       "      <td>2017</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>i am more than breath bones . i am nectar in w...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>77</td>\n",
       "      <td>https://towardsdatascience.com/on-average-your...</td>\n",
       "      <td>432160</td>\n",
       "      <td>On Average, Youre Using the Wrong AveragePart II</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Daniel McNichol</td>\n",
       "      <td>Towards Data Science</td>\n",
       "      <td>2018</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>real simulated data summary statistic dynamics...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26 rows × 110 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                                                url       X  \\\n",
       "51  52  https://medium.com/@uctoday/businesses-are-inv...  301705   \n",
       "52  53  https://medium.com/@vepo/techniques-and-civili...  304060   \n",
       "53  54  https://medium.com/@VerhaalNg/how-social-media...    1117   \n",
       "54  55  https://medium.com/@victoriainthewoods/addicte...  304679   \n",
       "55  56  https://medium.com/@whatjosaid/feminist-sex-th...  308620   \n",
       "56  57  https://medium.com/@WhiteSourceSoft/the-equifa...    6214   \n",
       "57  58  https://medium.com/@wreakhavoc1/she-needs-to-a...    4027   \n",
       "58  59  https://medium.com/@ZoomZoom/last-blog-6ad17f2...    2629   \n",
       "59  60  https://medium.com/aurora-dao/how-to-create-an...  319750   \n",
       "60  61  https://medium.com/employers-of-late-capitalis...     362   \n",
       "61  62  https://medium.com/foodierooneys/the-perfect-p...  340210   \n",
       "62  63  https://medium.com/kuudes/millennials-are-gett...       3   \n",
       "63  64  https://medium.com/lantern-theater-company-sea...  354386   \n",
       "64  65  https://medium.com/nodecloud/week-13-google-da...     541   \n",
       "65  66  https://medium.com/ourtell/the-culling-of-the-...   13254   \n",
       "66  67  https://medium.com/round-britain-flight-2018/r...   34928   \n",
       "67  68  https://medium.com/swlh/how-to-defeat-distract...   17487   \n",
       "68  69  https://medium.com/tech-szene-de/is-the-next-b...   20007   \n",
       "69  70  https://medium.com/techygeekshome/twitter-dele...   35517   \n",
       "70  71  https://medium.com/the-contract-revolution/the...   10718   \n",
       "71  72  https://medium.com/the-mission/how-to-assess-a...  397537   \n",
       "72  73  https://medium.com/thrive-global/why-11-a-m-is...  406250   \n",
       "73  74  https://medium.reinvent.net/worker-satisfactio...  417470   \n",
       "74  75  https://psiloveyou.xyz/hand-of-the-fabric-475a...    8416   \n",
       "75  76  https://theweeklyknob.com/numb-the-pain-again-...   12617   \n",
       "76  77  https://towardsdatascience.com/on-average-your...  432160   \n",
       "\n",
       "                                                Title  \\\n",
       "51  Businesses Are Investing in Tech to Improve CX...   \n",
       "52  Techniques and CivilizationAgents of Mechaniza...   \n",
       "53               How Social Media Can Help Your Brand   \n",
       "54                                           Addicted   \n",
       "55       Feminist sex & the fleshy question of desire   \n",
       "56  The Equifax Hack: 6 Months Later, What Did We ...   \n",
       "57                                                  0   \n",
       "58                                        Last Blog??   \n",
       "59  How to create and connect your private key/key...   \n",
       "60  What can you find here and why I chose to laug...   \n",
       "61                                The Perfect Pretzel   \n",
       "62  Millennials are getting their own airline. But...   \n",
       "63                   The Psychology of the Art Forger   \n",
       "64                 Week 13 : Google Datastore support   \n",
       "65                             The culling of the bot   \n",
       "66                       RBF 18 Day 1London to Tresco   \n",
       "67  How to Defeat Distractions & Double Your Produ...   \n",
       "68     Is the next big altcoin coming out of Germany?   \n",
       "69       TwitterDelete all Tweets, DMs and Favourites   \n",
       "70                 The year that went in Contractbook   \n",
       "71  How to Assess (and Change) Your Academic (and ...   \n",
       "72                       The Sweet Spot For Deep Work   \n",
       "73  Worker Satisfaction and Fluidity in the New Ec...   \n",
       "74                                 Hand Of The Fabric   \n",
       "75                      Numb The Pain (Again & Again)   \n",
       "76   On Average, Youre Using the Wrong AveragePart II   \n",
       "\n",
       "                                             Subtitle  Image  \\\n",
       "51                                                  0      1   \n",
       "52                            Agents of Mechanization      0   \n",
       "53  Social media is an effective marketing tool th...      1   \n",
       "54  To the sound of the oceanSurrealism of being.C...      0   \n",
       "55                                                  0      0   \n",
       "56                                                  0      1   \n",
       "57                                                  0      0   \n",
       "58    This is the last blog post I am required to do.      1   \n",
       "59                                        private key      0   \n",
       "60                                                  0      1   \n",
       "61                                                  0      1   \n",
       "62               The last thing Millennials want is a      1   \n",
       "63  THE CRAFTSMAN hinges on the question of art fo...      1   \n",
       "64  According to the milestone set in last week, I...      1   \n",
       "65           How do we know whos real or not anymore?      1   \n",
       "66  Last night we were in Wholefoods doing some es...      1   \n",
       "67                                                  0      1   \n",
       "68  Stock market listed JDC Group is Germany large...      0   \n",
       "69                                                  0      1   \n",
       "70  Let us take a look back at what we have achiev...      1   \n",
       "71                 A Simple Pencil-and-Paper Exercise      1   \n",
       "72  Theres a good and bad day for just about every...      1   \n",
       "73                                                  0      1   \n",
       "74  Silk is woven sexno. wait.let us start withwha...      1   \n",
       "75                        (Senryu, 10 Parts, A Story)      1   \n",
       "76                                                  0      1   \n",
       "\n",
       "                          Author                           Publication  Year  \\\n",
       "51                      UC Today                                     0  2018   \n",
       "52                 Victor Os rio                                     0  2017   \n",
       "53                    Verhaal NG                                     0  2017   \n",
       "54                Victoria Woods                                     0  2017   \n",
       "55                     Jo Murphy                                     0  2017   \n",
       "56                   WhiteSource                                     0  2018   \n",
       "57          askyourselfquestions                                     0  2017   \n",
       "58             Yevgeniy Semenyuk                                     0  2017   \n",
       "59                  Philip Wearn                            Aurora DAO  2017   \n",
       "60  employers of late capitalism          employers of late capitalism  2017   \n",
       "61                  Brian Rooney                         FoodieRooneys  2018   \n",
       "62                   Matti Lehto                       Kuudes Insights  2017   \n",
       "63       Lantern Theater Company  Lantern Theater Company: Searchlight  2017   \n",
       "64                   Rajika Imal                             NodeCloud  2017   \n",
       "65                       ourTell                               ourtell  2018   \n",
       "66                    Helisafari               Round Britain Flight018  2018   \n",
       "67                  Zak Slayback                           The Startup  2018   \n",
       "68                     Phuc Tran                         tech-szene.de  2018   \n",
       "69                   A.J. Powell                        TechyGeeksHome  2018   \n",
       "70                  Contractbook  Contractbook The Contract Revolution  2017   \n",
       "71              Michael J. Motta                           The Mission  2018   \n",
       "72                 Thomas Oppong                         Thrive Global  2018   \n",
       "73                Reinvent Staff                              Reinvent  2018   \n",
       "74                Jef Littlejohn                       P.S. I Love You  2018   \n",
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       "\n",
       "[26 rows x 110 columns]"
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     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "test"
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   "metadata": {},
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       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>the team the famous moscow affiliate conferenc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>https://medium.com/@GerryHatric/prepared-for-h...</td>\n",
       "      <td>25441</td>\n",
       "      <td>Prepared For Hell</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Gerry Hatri</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>i am so tired she said resting her head agains...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>https://medium.com/@gregoryforrest/the-dresser...</td>\n",
       "      <td>172489</td>\n",
       "      <td>My dead dads dresser</td>\n",
       "      <td>The dressers dark wood from another time and p...</td>\n",
       "      <td>1</td>\n",
       "      <td>Gregory Forrest</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>the dressers dark wood from another time place...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>https://medium.com/@helenakingwill/the-tree-fe...</td>\n",
       "      <td>175907</td>\n",
       "      <td>The Tree</td>\n",
       "      <td>The Tree</td>\n",
       "      <td>0</td>\n",
       "      <td>Helena Kingwill</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>the tree poem written during an authentic move...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>https://medium.com/@HubSpot/sincerely-helpful-...</td>\n",
       "      <td>60967</td>\n",
       "      <td>Sincerely, Helpful: Why HubSpot is Investing i...</td>\n",
       "      <td>I still remember how surprised I was the first...</td>\n",
       "      <td>0</td>\n",
       "      <td>HubSpot</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>by bradford coffey chief strategy officer at h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>https://medium.com/@Imurah/because-i-can-ef0a3...</td>\n",
       "      <td>15883</td>\n",
       "      <td>Because I can !!!</td>\n",
       "      <td>Its -1C in a windy morning outside and there I...</td>\n",
       "      <td>1</td>\n",
       "      <td>Simone A.</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>its 1c in windy morning outside there i am… ru...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>https://medium.com/@info_76751/pitch-wins-best...</td>\n",
       "      <td>182236</td>\n",
       "      <td>0</td>\n",
       "      <td>Pitch Wins Best Presentation in San Francisco</td>\n",
       "      <td>1</td>\n",
       "      <td>PITCH Media</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>pitch wins best presentation in san francisco ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>https://medium.com/@itsTOPEcom/eso-xo-supreme-...</td>\n",
       "      <td>39279</td>\n",
       "      <td>Eso.Xo.Supreme Connects With All Portland Prod...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Anthony Rian</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>at the intersection love war two romantic inte...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>https://medium.com/@janae412/creating-compelli...</td>\n",
       "      <td>8658</td>\n",
       "      <td>Creating Compelling Content</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Janae Williams</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>creative writers picto guide creating compelli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>https://medium.com/@jediscript/what-is-your-dr...</td>\n",
       "      <td>17917</td>\n",
       "      <td>What Is Your DREAM?</td>\n",
       "      <td>astronaut</td>\n",
       "      <td>0</td>\n",
       "      <td>Financial Jedi</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>when we were kids we dream the biggest grandes...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>https://medium.com/@KatHealyMusic/some-say-the...</td>\n",
       "      <td>65475</td>\n",
       "      <td>0</td>\n",
       "      <td>Some say the quiet stench of silence is deafen...</td>\n",
       "      <td>1</td>\n",
       "      <td>Kat Healy</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>some say the quiet stench silence is deafening...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>https://medium.com/@kevinmorency/from-the-unde...</td>\n",
       "      <td>21061</td>\n",
       "      <td>From the Underground to GRAMMY Nominations, Ho...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Kevin Morency</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>the day is may 7th 2013 logics fourth official...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>https://medium.com/@kiros_62082/ames-housing-p...</td>\n",
       "      <td>12488</td>\n",
       "      <td>Ames housing price prediction using regression</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Kiros Gebremariam[pronounce] as key rose)</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>aafter learning the basic concepts supervised ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>https://medium.com/@lindatodd/a-good-lifes-des...</td>\n",
       "      <td>14124</td>\n",
       "      <td>A Good Lifes Design</td>\n",
       "      <td>a Good Lifes Design</td>\n",
       "      <td>0</td>\n",
       "      <td>Linda Todd</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>what is good lifes design does anyone really k...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>https://medium.com/@LizellaPrescott/the-bribe-...</td>\n",
       "      <td>69271</td>\n",
       "      <td>The bribe</td>\n",
       "      <td>Leonard hates the tatty little coffee shop wit...</td>\n",
       "      <td>1</td>\n",
       "      <td>Lizella Prescott</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>he averts his eyes as the barista approaches ....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>https://medium.com/@Magento_expert/effective-w...</td>\n",
       "      <td>29844</td>\n",
       "      <td>Effective Website Services for Small Business</td>\n",
       "      <td>People now more eager to create their own busi...</td>\n",
       "      <td>0</td>\n",
       "      <td>Magento Expert</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>people now more eager create their own busines...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>https://medium.com/@MarkGozonsky/my-first-day-...</td>\n",
       "      <td>14545</td>\n",
       "      <td>My First Day of Coaching</td>\n",
       "      <td>My first day coaching baseball, I gave a kid a...</td>\n",
       "      <td>1</td>\n",
       "      <td>Mark Gozonsky</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>my first day coaching baseball i gave kid cap ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>https://medium.com/@mavin.network/mavin-is-bac...</td>\n",
       "      <td>225438</td>\n",
       "      <td>Mavin is back.</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Mavin</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>as announced we were super busy the last coupl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>https://medium.com/@millercoleman_73211/why-di...</td>\n",
       "      <td>1889</td>\n",
       "      <td>Why Diane Black is the Governor for Millennials.</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Miller Coleman</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>millennials are quickly becoming the deciding ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>https://medium.com/@nadir_ahmad/are-you-tradin...</td>\n",
       "      <td>237339</td>\n",
       "      <td>Are You Trading High Performance for Happiness...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Nadir Ahmad</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>in recent issue harvard business review univer...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>https://medium.com/@NYMinuteMag/frequency-of-v...</td>\n",
       "      <td>73974</td>\n",
       "      <td>Frequency of Violence Against Women Displayed ...</td>\n",
       "      <td>http://www.newyorkminutemag.com/frequency-of-v...</td>\n",
       "      <td>1</td>\n",
       "      <td>New York Minute Magazine</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>http www . newyorkminutemag . com frequency vi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>https://medium.com/@owenbonnici/hard-work-3f43...</td>\n",
       "      <td>247129</td>\n",
       "      <td>Hard Work</td>\n",
       "      <td>In politics it is hard work and results which ...</td>\n",
       "      <td>1</td>\n",
       "      <td>Owen Bonnici</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>in politics it is hard work results which make...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>https://medium.com/@Poojanamkeen/prominent-suz...</td>\n",
       "      <td>7825</td>\n",
       "      <td>Prominent Suzi Toasts Manufacturers And Suppliers</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Pooja Namkeen</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>we are here bringing the best partner for your...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>https://medium.com/@Poojanamkeen/tasty-and-hea...</td>\n",
       "      <td>12184</td>\n",
       "      <td>Tasty And Healthy Potato Chips Kurkure And Bhu...</td>\n",
       "      <td>Bhujia and Potato Chips Manufacturers and Supp...</td>\n",
       "      <td>0</td>\n",
       "      <td>Pooja Namkeen</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>there is witnessed an immense increase in bhuj...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>https://medium.com/@ProswirkinaIlona/enjoy-tra...</td>\n",
       "      <td>14168</td>\n",
       "      <td>Enjoy Travel Concierge Services with MeetnGreetMe</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>MeGaS1k</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>with more people looking for personalized trav...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>https://medium.com/@rfribeiro/how-you-can-be-a...</td>\n",
       "      <td>260723</td>\n",
       "      <td>How You can be a Happier PersonThe Hard Truth ...</td>\n",
       "      <td>Dissolve what you believe happiness is, then y...</td>\n",
       "      <td>0</td>\n",
       "      <td>Ruban F. Ribeiro</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>the pursuit happiness . retirees in florida . ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>https://medium.com/@richardparker4252/meet-the...</td>\n",
       "      <td>13031</td>\n",
       "      <td>Meet the Awesome Fashion Ecommerce Store Scrip...</td>\n",
       "      <td>Ecommerce Store Builder Script</td>\n",
       "      <td>0</td>\n",
       "      <td>Richard Parker</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>our ecommerce store builder script is readymad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>https://medium.com/@romaincaisse/is-woocommerc...</td>\n",
       "      <td>144</td>\n",
       "      <td>Is WooCommerce Just for Small E-commerce Busin...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Romain Caisse</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>the ever increasing competition in the ecommer...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>https://medium.com/@roytertman/how-cohorts-hav...</td>\n",
       "      <td>8503</td>\n",
       "      <td>How Cohorts Have Taken Over Our Lives</td>\n",
       "      <td>what are cohorts?</td>\n",
       "      <td>0</td>\n",
       "      <td>RET2082Roy Tertman]</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>what are cohorts i love defintions like that (...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>https://medium.com/@sameralsabb/the-decision-3...</td>\n",
       "      <td>4522</td>\n",
       "      <td>The Decision 3.0LeBron James takes his talents...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Samer Alsabbagh</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>lebron james the cleveland cavaliers entered t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>https://medium.com/@SeloSlav/quantifying-diver...</td>\n",
       "      <td>12124</td>\n",
       "      <td>Quantifying Diversity</td>\n",
       "      <td>An Algorithm for Group Demographic Faultlines</td>\n",
       "      <td>1</td>\n",
       "      <td>Martin Erlic</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>group faultlines are the theoretical perceived...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>https://medium.com/@skillson/sage-courses-sage...</td>\n",
       "      <td>5013</td>\n",
       "      <td>Sage courses | Sage 50 Payroll | Work Experien...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>SkillsOnLimited</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>our aim is provide high quality work experienc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>https://medium.com/@social_70670/energy-monito...</td>\n",
       "      <td>8261</td>\n",
       "      <td>Energy Monitoring with LogFuzes HoraData</td>\n",
       "      <td>In this day and age, we humans take quite a nu...</td>\n",
       "      <td>1</td>\n",
       "      <td>LogFuze Inc</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>in this day age we humans take quite number th...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>https://medium.com/@thecoinangel/the-coin-ange...</td>\n",
       "      <td>26683</td>\n",
       "      <td>The Coin Angel AnalysisLBRY Credits $LBC</td>\n",
       "      <td>LBC</td>\n",
       "      <td>1</td>\n",
       "      <td>The Coin Angel</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>lbc is the token used upload purchase content ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>https://medium.com/@thenib/elon-musk-isnt-all-...</td>\n",
       "      <td>12124</td>\n",
       "      <td>Elon Musk Isnt All Hes Cracked Up to Be</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>The Nib</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>by maki naro matthew francis get our comics in...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>https://medium.com/@tlively94/33-parenting-tru...</td>\n",
       "      <td>3426</td>\n",
       "      <td>33 Parenting Truths Learned over a Decade+ of ...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Terri Lively</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>my oldest recently celebrated his 11th birthda...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>51</td>\n",
       "      <td>https://medium.com/@Track0FF/your-online-priva...</td>\n",
       "      <td>5034</td>\n",
       "      <td>Your Online Privacy and Security Dictionary</td>\n",
       "      <td>Keeping track of all the jargon associated wit...</td>\n",
       "      <td>1</td>\n",
       "      <td>TrackOFF Software</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>keeping track all the jargon associated with i...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>51 rows × 110 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                                                url       X  \\\n",
       "0    1  https://blog.fundrequest.io/a-token-sale-by-an...    8795   \n",
       "1    2  https://fityourself.club/when-effective-we-gen...   20214   \n",
       "2    3  https://levelup.gitconnected.com/a-one-week-st...   35885   \n",
       "3    4  https://medium.com/@ACWTCOACHING/glittering-pr...   11934   \n",
       "4    5  https://medium.com/@alex.brigham/insecure-old-...    5273   \n",
       "5    6  https://medium.com/@ashleecraft/2018-week-2-ac...   12110   \n",
       "6    7  https://medium.com/@AuthorSteger/how-to-accept...    7073   \n",
       "7    8  https://medium.com/@cancergeek/a-design-a-flaw...  127808   \n",
       "8    9  https://medium.com/@cebsilver/newsletter-of-in...  129750   \n",
       "9   10  https://medium.com/@ceotter/death-by-chips-and...   20770   \n",
       "10  11  https://medium.com/@DevinCHughes/empowered-f9b...   53827   \n",
       "11  12  https://medium.com/@dropinks/scroll-timeline-u...  153760   \n",
       "12  13  https://medium.com/@DrRickGoodman/should-you-s...     848   \n",
       "13  14  https://medium.com/@edfertwit1/time-series-ana...   13365   \n",
       "14  15  https://medium.com/@ether_world/first-moscow-i...    7948   \n",
       "15  16  https://medium.com/@GerryHatric/prepared-for-h...   25441   \n",
       "16  17  https://medium.com/@gregoryforrest/the-dresser...  172489   \n",
       "17  18  https://medium.com/@helenakingwill/the-tree-fe...  175907   \n",
       "18  19  https://medium.com/@HubSpot/sincerely-helpful-...   60967   \n",
       "19  20  https://medium.com/@Imurah/because-i-can-ef0a3...   15883   \n",
       "20  21  https://medium.com/@info_76751/pitch-wins-best...  182236   \n",
       "21  22  https://medium.com/@itsTOPEcom/eso-xo-supreme-...   39279   \n",
       "22  23  https://medium.com/@janae412/creating-compelli...    8658   \n",
       "23  24  https://medium.com/@jediscript/what-is-your-dr...   17917   \n",
       "24  25  https://medium.com/@KatHealyMusic/some-say-the...   65475   \n",
       "25  26  https://medium.com/@kevinmorency/from-the-unde...   21061   \n",
       "26  27  https://medium.com/@kiros_62082/ames-housing-p...   12488   \n",
       "27  28  https://medium.com/@lindatodd/a-good-lifes-des...   14124   \n",
       "28  29  https://medium.com/@LizellaPrescott/the-bribe-...   69271   \n",
       "29  30  https://medium.com/@Magento_expert/effective-w...   29844   \n",
       "30  31  https://medium.com/@MarkGozonsky/my-first-day-...   14545   \n",
       "31  32  https://medium.com/@mavin.network/mavin-is-bac...  225438   \n",
       "32  33  https://medium.com/@millercoleman_73211/why-di...    1889   \n",
       "33  34  https://medium.com/@nadir_ahmad/are-you-tradin...  237339   \n",
       "34  35  https://medium.com/@NYMinuteMag/frequency-of-v...   73974   \n",
       "35  36  https://medium.com/@owenbonnici/hard-work-3f43...  247129   \n",
       "36  37  https://medium.com/@Poojanamkeen/prominent-suz...    7825   \n",
       "37  38  https://medium.com/@Poojanamkeen/tasty-and-hea...   12184   \n",
       "38  39  https://medium.com/@ProswirkinaIlona/enjoy-tra...   14168   \n",
       "39  40  https://medium.com/@rfribeiro/how-you-can-be-a...  260723   \n",
       "40  41  https://medium.com/@richardparker4252/meet-the...   13031   \n",
       "41  42  https://medium.com/@romaincaisse/is-woocommerc...     144   \n",
       "42  43  https://medium.com/@roytertman/how-cohorts-hav...    8503   \n",
       "43  44  https://medium.com/@sameralsabb/the-decision-3...    4522   \n",
       "44  45  https://medium.com/@SeloSlav/quantifying-diver...   12124   \n",
       "45  46  https://medium.com/@skillson/sage-courses-sage...    5013   \n",
       "46  47  https://medium.com/@social_70670/energy-monito...    8261   \n",
       "47  48  https://medium.com/@thecoinangel/the-coin-ange...   26683   \n",
       "48  49  https://medium.com/@thenib/elon-musk-isnt-all-...   12124   \n",
       "49  50  https://medium.com/@tlively94/33-parenting-tru...    3426   \n",
       "50  51  https://medium.com/@Track0FF/your-online-priva...    5034   \n",
       "\n",
       "                                                Title  \\\n",
       "0                  A Token Sale by and for Developers   \n",
       "1   When Effective, we generate and surround ourse...   \n",
       "2   A one week stand with React NativeOr, how deep...   \n",
       "3        Glittering Prizechase values, not the carrot   \n",
       "4              Insecure? Old Spice and Dove can help!   \n",
       "5                  2018 Week 2: Accountability Update   \n",
       "6                             How To Accept Criticism   \n",
       "7                       A Design, A flaw, & A Sharpie   \n",
       "8                     Newsletter of Industry 2/6/2018   \n",
       "9                            Death By Chips and Salsa   \n",
       "10                                          Empowered   \n",
       "11                   Scroll timeline using javascript   \n",
       "12  Should You Select Contractors Over Full-Time E...   \n",
       "13               Time Series Analysis in Python and R   \n",
       "14  First Moscow ICO Conference coming up on Novem...   \n",
       "15                                  Prepared For Hell   \n",
       "16                               My dead dads dresser   \n",
       "17                                           The Tree   \n",
       "18  Sincerely, Helpful: Why HubSpot is Investing i...   \n",
       "19                                  Because I can !!!   \n",
       "20                                                  0   \n",
       "21  Eso.Xo.Supreme Connects With All Portland Prod...   \n",
       "22                        Creating Compelling Content   \n",
       "23                                What Is Your DREAM?   \n",
       "24                                                  0   \n",
       "25  From the Underground to GRAMMY Nominations, Ho...   \n",
       "26     Ames housing price prediction using regression   \n",
       "27                                A Good Lifes Design   \n",
       "28                                          The bribe   \n",
       "29      Effective Website Services for Small Business   \n",
       "30                           My First Day of Coaching   \n",
       "31                                     Mavin is back.   \n",
       "32   Why Diane Black is the Governor for Millennials.   \n",
       "33  Are You Trading High Performance for Happiness...   \n",
       "34  Frequency of Violence Against Women Displayed ...   \n",
       "35                                          Hard Work   \n",
       "36  Prominent Suzi Toasts Manufacturers And Suppliers   \n",
       "37  Tasty And Healthy Potato Chips Kurkure And Bhu...   \n",
       "38  Enjoy Travel Concierge Services with MeetnGreetMe   \n",
       "39  How You can be a Happier PersonThe Hard Truth ...   \n",
       "40  Meet the Awesome Fashion Ecommerce Store Scrip...   \n",
       "41  Is WooCommerce Just for Small E-commerce Busin...   \n",
       "42              How Cohorts Have Taken Over Our Lives   \n",
       "43  The Decision 3.0LeBron James takes his talents...   \n",
       "44                              Quantifying Diversity   \n",
       "45  Sage courses | Sage 50 Payroll | Work Experien...   \n",
       "46           Energy Monitoring with LogFuzes HoraData   \n",
       "47           The Coin Angel AnalysisLBRY Credits $LBC   \n",
       "48            Elon Musk Isnt All Hes Cracked Up to Be   \n",
       "49  33 Parenting Truths Learned over a Decade+ of ...   \n",
       "50        Your Online Privacy and Security Dictionary   \n",
       "\n",
       "                                             Subtitle  Image  \\\n",
       "0   20% bonus for registered developers who take p...      1   \n",
       "1   When we focus too much on the results, we lose...      0   \n",
       "2                    Our teams experience with trying      1   \n",
       "3                                                   0      1   \n",
       "4   If you own a television and have cable, theres...      0   \n",
       "5   Im doing a weekly set of posts where I outline...      1   \n",
       "6                      And Handle It With Some Grace.      1   \n",
       "7                                                   0      0   \n",
       "8                                                   0      1   \n",
       "9   Food has a tendency of bringing people togethe...      1   \n",
       "10                                                  0      1   \n",
       "11  Tutorial discuss about a timeline for scroll c...      1   \n",
       "12                                                  0      1   \n",
       "13  Time series analysis is one of the most import...      1   \n",
       "14                                                  0      1   \n",
       "15                                                  0      1   \n",
       "16  The dressers dark wood from another time and p...      1   \n",
       "17                                           The Tree      0   \n",
       "18  I still remember how surprised I was the first...      0   \n",
       "19  Its -1C in a windy morning outside and there I...      1   \n",
       "20      Pitch Wins Best Presentation in San Francisco      1   \n",
       "21                                                  0      1   \n",
       "22                                                  0      1   \n",
       "23                                          astronaut      0   \n",
       "24  Some say the quiet stench of silence is deafen...      1   \n",
       "25                                                  0      1   \n",
       "26                                                  0      0   \n",
       "27                                a Good Lifes Design      0   \n",
       "28  Leonard hates the tatty little coffee shop wit...      1   \n",
       "29  People now more eager to create their own busi...      0   \n",
       "30  My first day coaching baseball, I gave a kid a...      1   \n",
       "31                                                  0      0   \n",
       "32                                                  0      1   \n",
       "33                                                  0      1   \n",
       "34  http://www.newyorkminutemag.com/frequency-of-v...      1   \n",
       "35  In politics it is hard work and results which ...      1   \n",
       "36                                                  0      1   \n",
       "37  Bhujia and Potato Chips Manufacturers and Supp...      0   \n",
       "38                                                  0      1   \n",
       "39  Dissolve what you believe happiness is, then y...      0   \n",
       "40                     Ecommerce Store Builder Script      0   \n",
       "41                                                  0      1   \n",
       "42                                  what are cohorts?      0   \n",
       "43                                                  0      1   \n",
       "44      An Algorithm for Group Demographic Faultlines      1   \n",
       "45                                                  0      1   \n",
       "46  In this day and age, we humans take quite a nu...      1   \n",
       "47                                                LBC      1   \n",
       "48                                                  0      1   \n",
       "49                                                  0      1   \n",
       "50  Keeping track of all the jargon associated wit...      1   \n",
       "\n",
       "                                       Author  \\\n",
       "0                              Karel Striegel   \n",
       "1                        Jen Mak, A Space For   \n",
       "2                                 James Adams   \n",
       "3                           Kevin M. Crawford   \n",
       "4                                Alex Brigham   \n",
       "5                                Ashlee Craft   \n",
       "6                          Johannus M. Steger   \n",
       "7                                  CancerGeek   \n",
       "8                               Curtis Silver   \n",
       "9                              Caroline Otter   \n",
       "10                            Devin C. Hughes   \n",
       "11                                   Dropinks   \n",
       "12                       Dr Rick Goodman, CSP   \n",
       "13                 Nuno Edgar Nunes Fernandes   \n",
       "14                                 EtherWorld   \n",
       "15                               Gerry Hatri    \n",
       "16                            Gregory Forrest   \n",
       "17                            Helena Kingwill   \n",
       "18                                    HubSpot   \n",
       "19                                  Simone A.   \n",
       "20                                PITCH Media   \n",
       "21                               Anthony Rian   \n",
       "22                             Janae Williams   \n",
       "23                             Financial Jedi   \n",
       "24                                  Kat Healy   \n",
       "25                              Kevin Morency   \n",
       "26  Kiros Gebremariam[pronounce] as key rose)   \n",
       "27                                 Linda Todd   \n",
       "28                           Lizella Prescott   \n",
       "29                             Magento Expert   \n",
       "30                              Mark Gozonsky   \n",
       "31                                      Mavin   \n",
       "32                             Miller Coleman   \n",
       "33                                Nadir Ahmad   \n",
       "34                   New York Minute Magazine   \n",
       "35                               Owen Bonnici   \n",
       "36                              Pooja Namkeen   \n",
       "37                              Pooja Namkeen   \n",
       "38                                    MeGaS1k   \n",
       "39                           Ruban F. Ribeiro   \n",
       "40                             Richard Parker   \n",
       "41                              Romain Caisse   \n",
       "42                        RET2082Roy Tertman]   \n",
       "43                            Samer Alsabbagh   \n",
       "44                               Martin Erlic   \n",
       "45                            SkillsOnLimited   \n",
       "46                                LogFuze Inc   \n",
       "47                             The Coin Angel   \n",
       "48                                    The Nib   \n",
       "49                               Terri Lively   \n",
       "50                          TrackOFF Software   \n",
       "\n",
       "                               Publication  Year  Month  \\\n",
       "0                           FundRequest.io  2017     11   \n",
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       "4                                        0  2017     11   \n",
       "5                                        0  2018      1   \n",
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       "7                                        0  2017      8   \n",
       "8                                        0  2018      2   \n",
       "9                                        0  2018      3   \n",
       "10                                       0  2018      1   \n",
       "11                                       0  2018      1   \n",
       "12                                       0  2017      8   \n",
       "13                                       0  2018      6   \n",
       "14                                       0  2017     10   \n",
       "15                                       0  2018      1   \n",
       "16                                       0  2017      9   \n",
       "17                                       0  2018      7   \n",
       "18                                       0  2017      8   \n",
       "19                                       0  2018      1   \n",
       "20                                       0  2018      4   \n",
       "21                                       0  2018      6   \n",
       "22                                       0  2018      4   \n",
       "23                                       0  2018      5   \n",
       "24                                       0  2018      3   \n",
       "25                                       0  2018      1   \n",
       "26                                       0  2018      6   \n",
       "27                                       0  2018      2   \n",
       "28                                       0  2017     12   \n",
       "29                                       0  2018      6   \n",
       "30                                       0  2017     12   \n",
       "31                                       0  2018      2   \n",
       "32                                       0  2017     10   \n",
       "33                                       0  2017     11   \n",
       "34                                       0  2017     12   \n",
       "35                                       0  2018      4   \n",
       "36                                       0  2017     10   \n",
       "37                                       0  2017     12   \n",
       "38                                       0  2017     12   \n",
       "39                                       0  2018      4   \n",
       "40                                       0  2018      1   \n",
       "41                                       0  2017      8   \n",
       "42                                       0  2018      3   \n",
       "43                                       0  2018      2   \n",
       "44                                       0  2018      5   \n",
       "45                                       0  2018      2   \n",
       "46                                       0  2018      7   \n",
       "47                                       0  2018      3   \n",
       "48                                       0  2018      3   \n",
       "49                                       0  2017     10   \n",
       "50                                       0  2018      3   \n",
       "\n",
       "                          ...                          Tag_trump  Tag_ux  \\\n",
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       "    Tag_venture.capital Tag_web.design  Tag_web.development  Tag_women  \\\n",
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       "\n",
       "    Tag_wordpress  Tag_work  Tag_writing  \\\n",
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       "\n",
       "                                                 text  \n",
       "0   20 bonus for registered developers who take pa...  \n",
       "1   by attending the right problems remaining calm...  \n",
       "2   our team is huddled around black wall littered...  \n",
       "3   in recent linkedin interview diane von fursten...  \n",
       "4   if you own television have cable theres good c...  \n",
       "5   im doing weekly set posts where i outline what...  \n",
       "6   part who we all are is deeply ground within ou...  \n",
       "7   by cancergeek we recently launched the # gfhcp...  \n",
       "8   this eight foot long naugahyde couch comes dir...  \n",
       "9   food has tendency bringing people together tha...  \n",
       "10  keynote speaker mindfulness maven happiness mu...  \n",
       "11  tutorial discuss about timeline for scroll con...  \n",
       "12  im big believer in teams — generally speaking ...  \n",
       "13  time series analysis is one the most important...  \n",
       "14  the team the famous moscow affiliate conferenc...  \n",
       "15  i am so tired she said resting her head agains...  \n",
       "16  the dressers dark wood from another time place...  \n",
       "17  the tree poem written during an authentic move...  \n",
       "18  by bradford coffey chief strategy officer at h...  \n",
       "19  its 1c in windy morning outside there i am… ru...  \n",
       "20  pitch wins best presentation in san francisco ...  \n",
       "21  at the intersection love war two romantic inte...  \n",
       "22  creative writers picto guide creating compelli...  \n",
       "23  when we were kids we dream the biggest grandes...  \n",
       "24  some say the quiet stench silence is deafening...  \n",
       "25  the day is may 7th 2013 logics fourth official...  \n",
       "26  aafter learning the basic concepts supervised ...  \n",
       "27  what is good lifes design does anyone really k...  \n",
       "28  he averts his eyes as the barista approaches ....  \n",
       "29  people now more eager create their own busines...  \n",
       "30  my first day coaching baseball i gave kid cap ...  \n",
       "31  as announced we were super busy the last coupl...  \n",
       "32  millennials are quickly becoming the deciding ...  \n",
       "33  in recent issue harvard business review univer...  \n",
       "34  http www . newyorkminutemag . com frequency vi...  \n",
       "35  in politics it is hard work results which make...  \n",
       "36  we are here bringing the best partner for your...  \n",
       "37  there is witnessed an immense increase in bhuj...  \n",
       "38  with more people looking for personalized trav...  \n",
       "39  the pursuit happiness . retirees in florida . ...  \n",
       "40  our ecommerce store builder script is readymad...  \n",
       "41  the ever increasing competition in the ecommer...  \n",
       "42  what are cohorts i love defintions like that (...  \n",
       "43  lebron james the cleveland cavaliers entered t...  \n",
       "44  group faultlines are the theoretical perceived...  \n",
       "45  our aim is provide high quality work experienc...  \n",
       "46  in this day age we humans take quite number th...  \n",
       "47  lbc is the token used upload purchase content ...  \n",
       "48  by maki naro matthew francis get our comics in...  \n",
       "49  my oldest recently celebrated his 11th birthda...  \n",
       "50  keeping track all the jargon associated with i...  \n",
       "\n",
       "[51 rows x 110 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
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    "train"
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